My startup (Atomic Canyon) developed embedding models for the nuclear energy space[0].

Let's just say that if you think off-the-shelf embedding models are going to work well with this kind of highly specialized content you're going to have a rough time.

[0] - https://huggingface.co/atomic-canyon/fermi-1024